Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 8161 |
| Missing cells | 2405 |
| Missing cells (%) | 1.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.9 MiB |
| Average record size in memory | 368.3 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 12 |
age is highly overall correlated with home_kids | High correlation |
home_kids is highly overall correlated with age and 1 other fields | High correlation |
income is highly overall correlated with home_val | High correlation |
home_val is highly overall correlated with income and 1 other fields | High correlation |
old_claim is highly overall correlated with clm_freq | High correlation |
clm_freq is highly overall correlated with old_claim | High correlation |
parent1 is highly overall correlated with home_kids | High correlation |
m_status is highly overall correlated with home_val | High correlation |
sex is highly overall correlated with car_type and 1 other fields | High correlation |
education_level is highly overall correlated with job | High correlation |
job is highly overall correlated with education_level and 1 other fields | High correlation |
commercial_car_use is highly overall correlated with job and 1 other fields | High correlation |
car_type is highly overall correlated with sex and 1 other fields | High correlation |
red_car is highly overall correlated with sex | High correlation |
kids_driv is highly imbalanced (70.9%) | Imbalance |
yoj has 454 (5.6%) missing values | Missing |
income has 445 (5.5%) missing values | Missing |
home_val has 464 (5.7%) missing values | Missing |
job has 526 (6.4%) missing values | Missing |
car_age has 510 (6.2%) missing values | Missing |
id is uniformly distributed | Uniform |
id has unique values | Unique |
amt has 6008 (73.6%) zeros | Zeros |
home_kids has 5289 (64.8%) zeros | Zeros |
yoj has 625 (7.7%) zeros | Zeros |
income has 615 (7.5%) zeros | Zeros |
home_val has 2294 (28.1%) zeros | Zeros |
old_claim has 5009 (61.4%) zeros | Zeros |
clm_freq has 5009 (61.4%) zeros | Zeros |
mvr_pts has 3712 (45.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-02-18 11:54:56.084977 |
|---|---|
| Analysis finished | 2023-02-18 11:56:39.048290 |
| Duration | 1 minute and 42.96 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 8161 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5151.8677 |
| Minimum | 1 |
|---|---|
| Maximum | 10302 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 509 |
| Q1 | 2559 |
| median | 5133 |
| Q3 | 7745 |
| 95-th percentile | 9791 |
| Maximum | 10302 |
| Range | 10301 |
| Interquartile range (IQR) | 5186 |
Descriptive statistics
| Standard deviation | 2978.894 |
|---|---|
| Coefficient of variation (CV) | 0.57821632 |
| Kurtosis | -1.2029827 |
| Mean | 5151.8677 |
| Median Absolute Deviation (MAD) | 2591 |
| Skewness | 0.0020046137 |
| Sum | 42044392 |
| Variance | 8873809.2 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 6874 | 1 | < 0.1% |
| 6890 | 1 | < 0.1% |
| 6889 | 1 | < 0.1% |
| 6888 | 1 | < 0.1% |
| 6887 | 1 | < 0.1% |
| 6886 | 1 | < 0.1% |
| 6884 | 1 | < 0.1% |
| 6883 | 1 | < 0.1% |
| 6882 | 1 | < 0.1% |
| Other values (8151) | 8151 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 13 | 1 |
| Value | Count | Frequency (%) |
| 10302 | 1 | |
| 10301 | 1 | |
| 10299 | 1 | |
| 10298 | 1 | |
| 10297 | 1 | |
| 10296 | 1 | |
| 10295 | 1 | |
| 10293 | 1 | |
| 10292 | 1 | |
| 10291 | 1 |
label
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 462.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8161 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6008 | |
| 1 | 2153 | 26.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6008 | |
| 1 | 2153 | 26.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6008 | |
| 1 | 2153 | 26.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8161 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6008 | |
| 1 | 2153 | 26.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8161 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6008 | |
| 1 | 2153 | 26.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8161 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6008 | |
| 1 | 2153 | 26.4% |
amt
Real number (ℝ)
| Distinct | 1949 |
|---|---|
| Distinct (%) | 23.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1504.3246 |
| Minimum | 0 |
|---|---|
| Maximum | 107586.14 |
| Zeros | 6008 |
| Zeros (%) | 73.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1036 |
| 95-th percentile | 6452 |
| Maximum | 107586.14 |
| Range | 107586.14 |
| Interquartile range (IQR) | 1036 |
Descriptive statistics
| Standard deviation | 4704.0269 |
|---|---|
| Coefficient of variation (CV) | 3.1270025 |
| Kurtosis | 112.38628 |
| Mean | 1504.3246 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.7095047 |
| Sum | 12276793 |
| Variance | 22127869 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 6008 | |
| 2327 | 4 | < 0.1% |
| 3350 | 3 | < 0.1% |
| 980 | 3 | < 0.1% |
| 3667 | 3 | < 0.1% |
| 2489 | 3 | < 0.1% |
| 2493 | 3 | < 0.1% |
| 5453 | 3 | < 0.1% |
| 3501 | 3 | < 0.1% |
| 5728 | 3 | < 0.1% |
| Other values (1939) | 2125 | 26.0% |
| Value | Count | Frequency (%) |
| 0 | 6008 | |
| 30.27728015 | 1 | < 0.1% |
| 58.53106231 | 1 | < 0.1% |
| 95.56731717 | 1 | < 0.1% |
| 108.7414986 | 1 | < 0.1% |
| 159.1509202 | 1 | < 0.1% |
| 196.1468185 | 1 | < 0.1% |
| 223.6120015 | 1 | < 0.1% |
| 262.0385439 | 1 | < 0.1% |
| 291.7285708 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 107586.1362 | 1 | |
| 85523.65335 | 1 | |
| 78874.19056 | 1 | |
| 77907.43028 | 1 | |
| 73783.46592 | 1 | |
| 64181.71033 | 1 | |
| 60846.53042 | 1 | |
| 60838.10394 | 1 | |
| 58851.06776 | 1 | |
| 56399.75387 | 1 |
kids_driv
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 462.4 KiB |
| 0 | |
|---|---|
| 1 | 636 |
| 2 | 279 |
| 3 | 62 |
| 4 | 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8161 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7180 | |
| 1 | 636 | 7.8% |
| 2 | 279 | 3.4% |
| 3 | 62 | 0.8% |
| 4 | 4 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 7180 | |
| 1 | 636 | 7.8% |
| 2 | 279 | 3.4% |
| 3 | 62 | 0.8% |
| 4 | 4 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7180 | |
| 1 | 636 | 7.8% |
| 2 | 279 | 3.4% |
| 3 | 62 | 0.8% |
| 4 | 4 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8161 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 7180 | |
| 1 | 636 | 7.8% |
| 2 | 279 | 3.4% |
| 3 | 62 | 0.8% |
| 4 | 4 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8161 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 7180 | |
| 1 | 636 | 7.8% |
| 2 | 279 | 3.4% |
| 3 | 62 | 0.8% |
| 4 | 4 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8161 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 7180 | |
| 1 | 636 | 7.8% |
| 2 | 279 | 3.4% |
| 3 | 62 | 0.8% |
| 4 | 4 | < 0.1% |
age
Real number (ℝ)
| Distinct | 60 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 6 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.790313 |
| Minimum | 16 |
|---|---|
| Maximum | 81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.9 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 39 |
| median | 45 |
| Q3 | 51 |
| 95-th percentile | 59 |
| Maximum | 81 |
| Range | 65 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.6275895 |
|---|---|
| Coefficient of variation (CV) | 0.19262177 |
| Kurtosis | -0.060282517 |
| Mean | 44.790313 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.028999616 |
| Sum | 365265 |
| Variance | 74.4353 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46 | 401 | 4.9% |
| 45 | 376 | 4.6% |
| 48 | 363 | 4.4% |
| 47 | 355 | 4.3% |
| 43 | 351 | 4.3% |
| 41 | 336 | 4.1% |
| 44 | 336 | 4.1% |
| 42 | 333 | 4.1% |
| 50 | 329 | 4.0% |
| 40 | 317 | 3.9% |
| Other values (50) | 4658 |
| Value | Count | Frequency (%) |
| 16 | 5 | 0.1% |
| 17 | 1 | < 0.1% |
| 18 | 3 | < 0.1% |
| 19 | 5 | 0.1% |
| 20 | 3 | < 0.1% |
| 21 | 11 | |
| 22 | 14 | |
| 23 | 9 | 0.1% |
| 24 | 21 | |
| 25 | 24 |
| Value | Count | Frequency (%) |
| 81 | 1 | < 0.1% |
| 80 | 1 | < 0.1% |
| 76 | 1 | < 0.1% |
| 73 | 3 | < 0.1% |
| 72 | 3 | < 0.1% |
| 70 | 6 | 0.1% |
| 69 | 4 | < 0.1% |
| 68 | 8 | 0.1% |
| 67 | 12 | |
| 66 | 24 |
home_kids
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.72123514 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5289 |
| Zeros (%) | 64.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1163233 |
|---|---|
| Coefficient of variation (CV) | 1.5477938 |
| Kurtosis | 0.65101978 |
| Mean | 0.72123514 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.3416202 |
| Sum | 5886 |
| Variance | 1.2461777 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 5289 | |
| 2 | 1118 | 13.7% |
| 1 | 902 | 11.1% |
| 3 | 674 | 8.3% |
| 4 | 164 | 2.0% |
| 5 | 14 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 5289 | |
| 1 | 902 | 11.1% |
| 2 | 1118 | 13.7% |
| 3 | 674 | 8.3% |
| 4 | 164 | 2.0% |
| 5 | 14 | 0.2% |
| Value | Count | Frequency (%) |
| 5 | 14 | 0.2% |
| 4 | 164 | 2.0% |
| 3 | 674 | 8.3% |
| 2 | 1118 | 13.7% |
| 1 | 902 | 11.1% |
| 0 | 5289 |
yoj
Real number (ℝ)
MISSING ZEROS
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 454 |
| Missing (%) | 5.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.499286 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 625 |
| Zeros (%) | 7.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 9 |
| median | 11 |
| Q3 | 13 |
| 95-th percentile | 15 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 4.0924742 |
|---|---|
| Coefficient of variation (CV) | 0.38978594 |
| Kurtosis | 1.179969 |
| Mean | 10.499286 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -1.203436 |
| Sum | 80918 |
| Variance | 16.748345 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 12 | 1158 | |
| 13 | 1016 | |
| 11 | 1003 | |
| 14 | 785 | |
| 10 | 749 | |
| 0 | 625 | |
| 9 | 521 | |
| 15 | 463 | 5.7% |
| 8 | 384 | 4.7% |
| 7 | 300 | 3.7% |
| Other values (11) | 703 | |
| (Missing) | 454 | 5.6% |
| Value | Count | Frequency (%) |
| 0 | 625 | |
| 1 | 6 | 0.1% |
| 2 | 15 | 0.2% |
| 3 | 36 | 0.4% |
| 4 | 37 | 0.5% |
| 5 | 92 | 1.1% |
| 6 | 173 | 2.1% |
| 7 | 300 | |
| 8 | 384 | |
| 9 | 521 |
| Value | Count | Frequency (%) |
| 23 | 2 | < 0.1% |
| 19 | 12 | 0.1% |
| 18 | 25 | 0.3% |
| 17 | 101 | 1.2% |
| 16 | 204 | 2.5% |
| 15 | 463 | 5.7% |
| 14 | 785 | |
| 13 | 1016 | |
| 12 | 1158 | |
| 11 | 1003 |
income
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 6612 |
|---|---|
| Distinct (%) | 85.7% |
| Missing | 445 |
| Missing (%) | 5.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61898.095 |
| Minimum | 0 |
|---|---|
| Maximum | 367030 |
| Zeros | 615 |
| Zeros (%) | 7.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 28097 |
| median | 54028 |
| Q3 | 85986 |
| 95-th percentile | 152274 |
| Maximum | 367030 |
| Range | 367030 |
| Interquartile range (IQR) | 57889 |
Descriptive statistics
| Standard deviation | 47572.683 |
|---|---|
| Coefficient of variation (CV) | 0.76856458 |
| Kurtosis | 2.1325051 |
| Mean | 61898.095 |
| Median Absolute Deviation (MAD) | 28188.5 |
| Skewness | 1.186778 |
| Sum | 4.776057 × 108 |
| Variance | 2.2631601 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 615 | 7.5% |
| 61790 | 4 | < 0.1% |
| 26840 | 4 | < 0.1% |
| 48509 | 4 | < 0.1% |
| 158 | 3 | < 0.1% |
| 65885 | 3 | < 0.1% |
| 48741 | 3 | < 0.1% |
| 47513 | 3 | < 0.1% |
| 23157 | 3 | < 0.1% |
| 20887 | 3 | < 0.1% |
| Other values (6602) | 7071 | |
| (Missing) | 445 | 5.5% |
| Value | Count | Frequency (%) |
| 0 | 615 | |
| 5 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 70 | 1 | < 0.1% |
| 77 | 1 | < 0.1% |
| 130 | 1 | < 0.1% |
| 138 | 1 | < 0.1% |
| 158 | 3 | < 0.1% |
| 195 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 367030 | 1 | |
| 332339 | 1 | |
| 320127 | 1 | |
| 309628 | 1 | |
| 306277 | 1 | |
| 297435 | 1 | |
| 290846 | 1 | |
| 284071 | 1 | |
| 282292 | 1 | |
| 282198 | 1 |
parent1
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 462.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8161 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7084 | |
| 1 | 1077 | 13.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 7084 | |
| 1 | 1077 | 13.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7084 | |
| 1 | 1077 | 13.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8161 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 7084 | |
| 1 | 1077 | 13.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8161 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 7084 | |
| 1 | 1077 | 13.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8161 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 7084 | |
| 1 | 1077 | 13.2% |
home_val
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 5106 |
|---|---|
| Distinct (%) | 66.3% |
| Missing | 464 |
| Missing (%) | 5.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 154867.29 |
| Minimum | 0 |
|---|---|
| Maximum | 885282 |
| Zeros | 2294 |
| Zeros (%) | 28.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 161160 |
| Q3 | 238724 |
| 95-th percentile | 374871 |
| Maximum | 885282 |
| Range | 885282 |
| Interquartile range (IQR) | 238724 |
Descriptive statistics
| Standard deviation | 129123.77 |
|---|---|
| Coefficient of variation (CV) | 0.83377048 |
| Kurtosis | -0.014538371 |
| Mean | 154867.29 |
| Median Absolute Deviation (MAD) | 99735 |
| Skewness | 0.48878547 |
| Sum | 1.1920135 × 109 |
| Variance | 1.6672949 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2294 | |
| 115249 | 3 | < 0.1% |
| 288592 | 3 | < 0.1% |
| 173130 | 3 | < 0.1% |
| 153061 | 3 | < 0.1% |
| 159568 | 3 | < 0.1% |
| 123109 | 3 | < 0.1% |
| 332673 | 3 | < 0.1% |
| 238724 | 3 | < 0.1% |
| 111129 | 3 | < 0.1% |
| Other values (5096) | 5376 | |
| (Missing) | 464 | 5.7% |
| Value | Count | Frequency (%) |
| 0 | 2294 | |
| 50223 | 1 | < 0.1% |
| 50343 | 1 | < 0.1% |
| 50964 | 1 | < 0.1% |
| 51038 | 1 | < 0.1% |
| 51401 | 2 | < 0.1% |
| 51796 | 1 | < 0.1% |
| 51893 | 1 | < 0.1% |
| 52557 | 1 | < 0.1% |
| 52929 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 885282 | 1 | |
| 750455 | 1 | |
| 738153 | 1 | |
| 682634 | 1 | |
| 657804 | 1 | |
| 653952 | 1 | |
| 649247 | 1 | |
| 631309 | 1 | |
| 630267 | 1 | |
| 611328 | 1 |
m_status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 462.4 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8161 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4894 | |
| 0 | 3267 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4894 | |
| 0 | 3267 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4894 | |
| 0 | 3267 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8161 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4894 | |
| 0 | 3267 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8161 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4894 | |
| 0 | 3267 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8161 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4894 | |
| 0 | 3267 |
sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 462.4 KiB |
| f | |
|---|---|
| m |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8161 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | m |
|---|---|
| 2nd row | m |
| 3rd row | f |
| 4th row | m |
| 5th row | f |
Common Values
| Value | Count | Frequency (%) |
| f | 4375 | |
| m | 3786 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 4375 | |
| m | 3786 |
Most occurring characters
| Value | Count | Frequency (%) |
| f | 4375 | |
| m | 3786 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 8161 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| f | 4375 | |
| m | 3786 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8161 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| f | 4375 | |
| m | 3786 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8161 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| f | 4375 | |
| m | 3786 |
education_level
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 462.4 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 0 | |
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8161 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 2330 | |
| 2 | 2242 | |
| 3 | 1658 | |
| 0 | 1203 | |
| 4 | 728 | 8.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 2330 | |
| 2 | 2242 | |
| 3 | 1658 | |
| 0 | 1203 | |
| 4 | 728 | 8.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2330 | |
| 2 | 2242 | |
| 3 | 1658 | |
| 0 | 1203 | |
| 4 | 728 | 8.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8161 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2330 | |
| 2 | 2242 | |
| 3 | 1658 | |
| 0 | 1203 | |
| 4 | 728 | 8.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8161 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 2330 | |
| 2 | 2242 | |
| 3 | 1658 | |
| 0 | 1203 | |
| 4 | 728 | 8.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8161 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 2330 | |
| 2 | 2242 | |
| 3 | 1658 | |
| 0 | 1203 | |
| 4 | 728 | 8.9% |
job
Categorical
HIGH CORRELATION MISSING
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 526 |
| Missing (%) | 6.4% |
| Memory size | 508.4 KiB |
| blue collar | |
|---|---|
| clerical | |
| professional | |
| manager | |
| lawyer | |
| Other values (3) |
Length
| Max length | 12 |
|---|---|
| Median length | 10 |
| Mean length | 8.9643746 |
| Min length | 6 |
Characters and Unicode
| Total characters | 68443 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | professional |
|---|---|
| 2nd row | blue collar |
| 3rd row | clerical |
| 4th row | blue collar |
| 5th row | doctor |
Common Values
| Value | Count | Frequency (%) |
| blue collar | 1825 | |
| clerical | 1271 | |
| professional | 1117 | |
| manager | 988 | |
| lawyer | 835 | |
| student | 712 | 8.7% |
| home maker | 641 | 7.9% |
| doctor | 246 | 3.0% |
| (Missing) | 526 | 6.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| blue | 1825 | |
| collar | 1825 | |
| clerical | 1271 | |
| professional | 1117 | |
| manager | 988 | |
| lawyer | 835 | |
| student | 712 | 7.0% |
| home | 641 | 6.3% |
| maker | 641 | 6.3% |
| doctor | 246 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 9969 | |
| e | 8030 | |
| a | 7665 | |
| r | 6923 | |
| o | 5192 | 7.6% |
| c | 4613 | 6.7% |
| s | 2946 | 4.3% |
| n | 2817 | 4.1% |
| u | 2537 | 3.7% |
| 2466 | 3.6% | |
| Other values (12) | 15285 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 65977 | |
| Space Separator | 2466 | 3.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 9969 | |
| e | 8030 | |
| a | 7665 | |
| r | 6923 | |
| o | 5192 | |
| c | 4613 | 7.0% |
| s | 2946 | 4.5% |
| n | 2817 | 4.3% |
| u | 2537 | 3.8% |
| i | 2388 | 3.6% |
| Other values (11) | 12897 |
Space Separator
| Value | Count | Frequency (%) |
| 2466 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 65977 | |
| Common | 2466 | 3.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 9969 | |
| e | 8030 | |
| a | 7665 | |
| r | 6923 | |
| o | 5192 | |
| c | 4613 | 7.0% |
| s | 2946 | 4.5% |
| n | 2817 | 4.3% |
| u | 2537 | 3.8% |
| i | 2388 | 3.6% |
| Other values (11) | 12897 |
Common
| Value | Count | Frequency (%) |
| 2466 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 68443 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 9969 | |
| e | 8030 | |
| a | 7665 | |
| r | 6923 | |
| o | 5192 | 7.6% |
| c | 4613 | 6.7% |
| s | 2946 | 4.3% |
| n | 2817 | 4.1% |
| u | 2537 | 3.7% |
| 2466 | 3.6% | |
| Other values (12) | 15285 |
trav_time
Real number (ℝ)
| Distinct | 97 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.485725 |
| Minimum | 5 |
|---|---|
| Maximum | 142 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.9 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 22 |
| median | 33 |
| Q3 | 44 |
| 95-th percentile | 60 |
| Maximum | 142 |
| Range | 137 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 15.908333 |
|---|---|
| Coefficient of variation (CV) | 0.47507807 |
| Kurtosis | 0.66637462 |
| Mean | 33.485725 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.44698169 |
| Sum | 273277 |
| Variance | 253.07507 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5 | 334 | 4.1% |
| 35 | 219 | 2.7% |
| 30 | 219 | 2.7% |
| 32 | 214 | 2.6% |
| 25 | 214 | 2.6% |
| 36 | 211 | 2.6% |
| 29 | 207 | 2.5% |
| 33 | 206 | 2.5% |
| 24 | 204 | 2.5% |
| 37 | 202 | 2.5% |
| Other values (87) | 5931 |
| Value | Count | Frequency (%) |
| 5 | 334 | |
| 6 | 49 | 0.6% |
| 7 | 43 | 0.5% |
| 8 | 54 | 0.7% |
| 9 | 70 | 0.9% |
| 10 | 87 | 1.1% |
| 11 | 71 | 0.9% |
| 12 | 97 | 1.2% |
| 13 | 97 | 1.2% |
| 14 | 102 | 1.2% |
| Value | Count | Frequency (%) |
| 142 | 1 | |
| 134 | 1 | |
| 124 | 1 | |
| 113 | 1 | |
| 103 | 1 | |
| 101 | 1 | |
| 98 | 1 | |
| 97 | 2 | |
| 95 | 2 | |
| 93 | 1 |
commercial_car_use
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 462.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8161 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5132 | |
| 1 | 3029 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5132 | |
| 1 | 3029 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5132 | |
| 1 | 3029 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8161 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5132 | |
| 1 | 3029 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8161 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5132 | |
| 1 | 3029 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8161 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5132 | |
| 1 | 3029 |
blue_book
Real number (ℝ)
| Distinct | 2789 |
|---|---|
| Distinct (%) | 34.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15709.9 |
| Minimum | 1500 |
|---|---|
| Maximum | 69740 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.9 KiB |
Quantile statistics
| Minimum | 1500 |
|---|---|
| 5-th percentile | 4900 |
| Q1 | 9280 |
| median | 14440 |
| Q3 | 20850 |
| 95-th percentile | 31110 |
| Maximum | 69740 |
| Range | 68240 |
| Interquartile range (IQR) | 11570 |
Descriptive statistics
| Standard deviation | 8419.7341 |
|---|---|
| Coefficient of variation (CV) | 0.53595085 |
| Kurtosis | 0.79350644 |
| Mean | 15709.9 |
| Median Absolute Deviation (MAD) | 5700 |
| Skewness | 0.79450615 |
| Sum | 1.2820849 × 108 |
| Variance | 70891922 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1500 | 157 | 1.9% |
| 6000 | 34 | 0.4% |
| 6200 | 33 | 0.4% |
| 5800 | 33 | 0.4% |
| 6400 | 31 | 0.4% |
| 5900 | 30 | 0.4% |
| 6100 | 30 | 0.4% |
| 6500 | 29 | 0.4% |
| 5400 | 28 | 0.3% |
| 5600 | 26 | 0.3% |
| Other values (2779) | 7730 |
| Value | Count | Frequency (%) |
| 1500 | 157 | |
| 1520 | 1 | < 0.1% |
| 1530 | 1 | < 0.1% |
| 1540 | 1 | < 0.1% |
| 1590 | 1 | < 0.1% |
| 1620 | 1 | < 0.1% |
| 1650 | 1 | < 0.1% |
| 1670 | 2 | < 0.1% |
| 1680 | 1 | < 0.1% |
| 1700 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 69740 | 1 | |
| 65970 | 1 | |
| 62240 | 1 | |
| 61050 | 1 | |
| 57970 | 1 | |
| 50970 | 1 | |
| 50180 | 1 | |
| 49880 | 1 | |
| 49230 | 1 | |
| 48620 | 1 |
tif
Real number (ℝ)
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.351305 |
| Minimum | 1 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 4 |
| Q3 | 7 |
| 95-th percentile | 13 |
| Maximum | 25 |
| Range | 24 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.1466353 |
|---|---|
| Coefficient of variation (CV) | 0.77488301 |
| Kurtosis | 0.42432793 |
| Mean | 5.351305 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.89113956 |
| Sum | 43672 |
| Variance | 17.194584 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 1 | 2533 | |
| 6 | 1341 | |
| 4 | 1242 | |
| 10 | 780 | 9.6% |
| 7 | 620 | 7.6% |
| 3 | 424 | 5.2% |
| 13 | 278 | 3.4% |
| 11 | 242 | 3.0% |
| 9 | 225 | 2.8% |
| 17 | 104 | 1.3% |
| Other values (13) | 372 | 4.6% |
| Value | Count | Frequency (%) |
| 1 | 2533 | |
| 2 | 6 | 0.1% |
| 3 | 424 | 5.2% |
| 4 | 1242 | |
| 5 | 52 | 0.6% |
| 6 | 1341 | |
| 7 | 620 | 7.6% |
| 8 | 60 | 0.7% |
| 9 | 225 | 2.8% |
| 10 | 780 | 9.6% |
| Value | Count | Frequency (%) |
| 25 | 2 | < 0.1% |
| 22 | 3 | < 0.1% |
| 21 | 11 | 0.1% |
| 20 | 8 | 0.1% |
| 19 | 8 | 0.1% |
| 18 | 24 | 0.3% |
| 17 | 104 | |
| 16 | 44 | |
| 15 | 31 | 0.4% |
| 14 | 78 |
car_type
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 502.2 KiB |
| suv | |
|---|---|
| minivan | |
| pickup | |
| sports car | |
| van |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 6.0025732 |
| Min length | 3 |
Characters and Unicode
| Total characters | 48987 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | minivan |
|---|---|
| 2nd row | minivan |
| 3rd row | suv |
| 4th row | minivan |
| 5th row | suv |
Common Values
| Value | Count | Frequency (%) |
| suv | 2294 | |
| minivan | 2145 | |
| pickup | 1389 | |
| sports car | 907 | 11.1% |
| van | 750 | 9.2% |
| panel truck | 676 | 8.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| suv | 2294 | |
| minivan | 2145 | |
| pickup | 1389 | |
| sports | 907 | 9.3% |
| car | 907 | 9.3% |
| van | 750 | 7.7% |
| panel | 676 | 6.9% |
| truck | 676 | 6.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 5716 | |
| i | 5679 | |
| v | 5189 | |
| a | 4478 | |
| p | 4361 | |
| u | 4359 | |
| s | 4108 | |
| c | 2972 | 6.1% |
| r | 2490 | 5.1% |
| m | 2145 | 4.4% |
| Other values (6) | 7490 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 47404 | |
| Space Separator | 1583 | 3.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 5716 | |
| i | 5679 | |
| v | 5189 | |
| a | 4478 | |
| p | 4361 | |
| u | 4359 | |
| s | 4108 | |
| c | 2972 | |
| r | 2490 | |
| m | 2145 | 4.5% |
| Other values (5) | 5907 |
Space Separator
| Value | Count | Frequency (%) |
| 1583 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 47404 | |
| Common | 1583 | 3.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 5716 | |
| i | 5679 | |
| v | 5189 | |
| a | 4478 | |
| p | 4361 | |
| u | 4359 | |
| s | 4108 | |
| c | 2972 | |
| r | 2490 | |
| m | 2145 | 4.5% |
| Other values (5) | 5907 |
Common
| Value | Count | Frequency (%) |
| 1583 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 48987 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 5716 | |
| i | 5679 | |
| v | 5189 | |
| a | 4478 | |
| p | 4361 | |
| u | 4359 | |
| s | 4108 | |
| c | 2972 | 6.1% |
| r | 2490 | 5.1% |
| m | 2145 | 4.4% |
| Other values (6) | 7490 |
red_car
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 462.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8161 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5783 | |
| 1 | 2378 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5783 | |
| 1 | 2378 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5783 | |
| 1 | 2378 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8161 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5783 | |
| 1 | 2378 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8161 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5783 | |
| 1 | 2378 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8161 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5783 | |
| 1 | 2378 |
old_claim
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 2857 |
|---|---|
| Distinct (%) | 35.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4037.0762 |
| Minimum | 0 |
|---|---|
| Maximum | 57037 |
| Zeros | 5009 |
| Zeros (%) | 61.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 4636 |
| 95-th percentile | 27090 |
| Maximum | 57037 |
| Range | 57037 |
| Interquartile range (IQR) | 4636 |
Descriptive statistics
| Standard deviation | 8777.1391 |
|---|---|
| Coefficient of variation (CV) | 2.1741326 |
| Kurtosis | 9.8705921 |
| Mean | 4037.0762 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.1201869 |
| Sum | 32946579 |
| Variance | 77038171 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5009 | |
| 4263 | 4 | < 0.1% |
| 1391 | 4 | < 0.1% |
| 1310 | 4 | < 0.1% |
| 4538 | 3 | < 0.1% |
| 6281 | 3 | < 0.1% |
| 5289 | 3 | < 0.1% |
| 3863 | 3 | < 0.1% |
| 1552 | 3 | < 0.1% |
| 1994 | 3 | < 0.1% |
| Other values (2847) | 3122 |
| Value | Count | Frequency (%) |
| 0 | 5009 | |
| 502 | 1 | < 0.1% |
| 506 | 1 | < 0.1% |
| 518 | 1 | < 0.1% |
| 519 | 1 | < 0.1% |
| 521 | 1 | < 0.1% |
| 536 | 1 | < 0.1% |
| 537 | 1 | < 0.1% |
| 548 | 1 | < 0.1% |
| 551 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 57037 | 1 | |
| 53986 | 1 | |
| 53568 | 1 | |
| 53477 | 1 | |
| 52507 | 1 | |
| 52465 | 1 | |
| 52445 | 1 | |
| 52068 | 1 | |
| 51904 | 1 | |
| 51593 | 1 |
clm_freq
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7985541 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5009 |
| Zeros (%) | 61.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.1584527 |
|---|---|
| Coefficient of variation (CV) | 1.4506878 |
| Kurtosis | 0.2860043 |
| Mean | 0.7985541 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.209243 |
| Sum | 6517 |
| Variance | 1.3420126 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 5009 | |
| 2 | 1171 | 14.3% |
| 1 | 997 | 12.2% |
| 3 | 776 | 9.5% |
| 4 | 190 | 2.3% |
| 5 | 18 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 5009 | |
| 1 | 997 | 12.2% |
| 2 | 1171 | 14.3% |
| 3 | 776 | 9.5% |
| 4 | 190 | 2.3% |
| 5 | 18 | 0.2% |
| Value | Count | Frequency (%) |
| 5 | 18 | 0.2% |
| 4 | 190 | 2.3% |
| 3 | 776 | 9.5% |
| 2 | 1171 | 14.3% |
| 1 | 997 | 12.2% |
| 0 | 5009 |
revoced
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 462.4 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8161 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7161 | |
| 1 | 1000 | 12.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 7161 | |
| 1 | 1000 | 12.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7161 | |
| 1 | 1000 | 12.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8161 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 7161 | |
| 1 | 1000 | 12.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8161 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 7161 | |
| 1 | 1000 | 12.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8161 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 7161 | |
| 1 | 1000 | 12.3% |
mvr_pts
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.695503 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 3712 |
| Zeros (%) | 45.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.1471117 |
|---|---|
| Coefficient of variation (CV) | 1.2663568 |
| Kurtosis | 1.3781418 |
| Mean | 1.695503 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3483359 |
| Sum | 13837 |
| Variance | 4.6100888 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 0 | 3712 | |
| 1 | 1157 | 14.2% |
| 2 | 948 | 11.6% |
| 3 | 758 | 9.3% |
| 4 | 599 | 7.3% |
| 5 | 399 | 4.9% |
| 6 | 266 | 3.3% |
| 7 | 167 | 2.0% |
| 8 | 84 | 1.0% |
| 9 | 45 | 0.6% |
| Other values (3) | 26 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 3712 | |
| 1 | 1157 | 14.2% |
| 2 | 948 | 11.6% |
| 3 | 758 | 9.3% |
| 4 | 599 | 7.3% |
| 5 | 399 | 4.9% |
| 6 | 266 | 3.3% |
| 7 | 167 | 2.0% |
| 8 | 84 | 1.0% |
| 9 | 45 | 0.6% |
| Value | Count | Frequency (%) |
| 13 | 2 | < 0.1% |
| 11 | 11 | 0.1% |
| 10 | 13 | 0.2% |
| 9 | 45 | 0.6% |
| 8 | 84 | 1.0% |
| 7 | 167 | 2.0% |
| 6 | 266 | 3.3% |
| 5 | 399 | |
| 4 | 599 | |
| 3 | 758 |
car_age
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 510 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.3283231 |
| Minimum | -3 |
|---|---|
| Maximum | 28 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 63.9 KiB |
Quantile statistics
| Minimum | -3 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 8 |
| Q3 | 12 |
| 95-th percentile | 18 |
| Maximum | 28 |
| Range | 31 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 5.7007424 |
|---|---|
| Coefficient of variation (CV) | 0.68450063 |
| Kurtosis | -0.74809176 |
| Mean | 8.3283231 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.28206372 |
| Sum | 63720 |
| Variance | 32.498464 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 1 | 1934 | |
| 8 | 537 | 6.6% |
| 9 | 526 | 6.4% |
| 7 | 524 | 6.4% |
| 10 | 469 | 5.7% |
| 11 | 460 | 5.6% |
| 6 | 451 | 5.5% |
| 12 | 368 | 4.5% |
| 13 | 356 | 4.4% |
| 14 | 311 | 3.8% |
| Other values (20) | 1715 | |
| (Missing) | 510 | 6.2% |
| Value | Count | Frequency (%) |
| -3 | 1 | < 0.1% |
| 0 | 3 | < 0.1% |
| 1 | 1934 | |
| 2 | 12 | 0.1% |
| 3 | 54 | 0.7% |
| 4 | 135 | 1.7% |
| 5 | 305 | 3.7% |
| 6 | 451 | 5.5% |
| 7 | 524 | 6.4% |
| 8 | 537 | 6.6% |
| Value | Count | Frequency (%) |
| 28 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 26 | 2 | < 0.1% |
| 25 | 6 | 0.1% |
| 24 | 10 | 0.1% |
| 23 | 18 | 0.2% |
| 22 | 27 | 0.3% |
| 21 | 51 | 0.6% |
| 20 | 90 | |
| 19 | 128 |
urban_city
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 462.4 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8161 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 6492 | |
| 0 | 1669 | 20.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 6492 | |
| 0 | 1669 | 20.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 6492 | |
| 0 | 1669 | 20.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8161 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 6492 | |
| 0 | 1669 | 20.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8161 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 6492 | |
| 0 | 1669 | 20.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8161 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 6492 | |
| 0 | 1669 | 20.5% |
| id | amt | age | home_kids | yoj | income | home_val | trav_time | blue_book | tif | old_claim | clm_freq | mvr_pts | car_age | label | kids_driv | parent1 | m_status | sex | education_level | job | commercial_car_use | car_type | red_car | revoced | urban_city | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | -0.002 | 0.037 | -0.009 | 0.027 | 0.008 | 0.011 | -0.025 | 0.014 | -0.012 | 0.010 | 0.016 | 0.008 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.018 | 0.012 | 0.011 | 0.007 | 0.011 | 0.006 | 0.000 | 0.000 |
| amt | -0.002 | 1.000 | -0.102 | 0.126 | -0.055 | -0.148 | -0.185 | 0.055 | -0.106 | -0.084 | 0.230 | 0.232 | 0.195 | -0.099 | 0.225 | 0.009 | 0.075 | 0.056 | 0.000 | 0.017 | 0.016 | 0.043 | 0.024 | 0.006 | 0.032 | 0.044 |
| age | 0.037 | -0.102 | 1.000 | -0.516 | 0.144 | 0.182 | 0.204 | 0.007 | 0.165 | -0.002 | -0.038 | -0.034 | -0.063 | 0.179 | 0.157 | 0.165 | 0.326 | 0.095 | 0.077 | 0.123 | 0.107 | 0.061 | 0.087 | 0.076 | 0.032 | 0.062 |
| home_kids | -0.009 | 0.126 | -0.516 | 1.000 | 0.144 | -0.170 | -0.115 | -0.013 | -0.116 | 0.005 | 0.052 | 0.046 | 0.055 | -0.160 | 0.127 | 0.322 | 0.530 | 0.039 | 0.130 | 0.105 | 0.107 | 0.000 | 0.051 | 0.081 | 0.047 | 0.061 |
| yoj | 0.027 | -0.055 | 0.144 | 0.144 | 1.000 | 0.212 | 0.237 | -0.005 | 0.095 | 0.016 | -0.010 | -0.018 | -0.027 | 0.039 | 0.090 | 0.079 | 0.075 | 0.252 | 0.118 | 0.063 | 0.239 | 0.062 | 0.072 | 0.072 | 0.008 | 0.104 |
| income | 0.008 | -0.148 | 0.182 | -0.170 | 0.212 | 1.000 | 0.565 | -0.040 | 0.409 | 0.004 | -0.060 | -0.054 | -0.047 | 0.430 | 0.147 | 0.003 | 0.073 | 0.024 | 0.103 | 0.382 | 0.312 | 0.119 | 0.135 | 0.067 | 0.000 | 0.213 |
| home_val | 0.011 | -0.185 | 0.204 | -0.115 | 0.237 | 0.565 | 1.000 | -0.030 | 0.240 | 0.003 | -0.105 | -0.103 | -0.061 | 0.221 | 0.186 | 0.000 | 0.298 | 0.559 | 0.076 | 0.290 | 0.261 | 0.078 | 0.111 | 0.045 | 0.038 | 0.143 |
| trav_time | -0.025 | 0.055 | 0.007 | -0.013 | -0.005 | -0.040 | -0.030 | 1.000 | -0.011 | -0.008 | -0.001 | 0.008 | 0.009 | -0.036 | 0.058 | 0.029 | 0.032 | 0.025 | 0.000 | 0.031 | 0.042 | 0.000 | 0.000 | 0.000 | 0.007 | 0.173 |
| blue_book | 0.014 | -0.106 | 0.165 | -0.116 | 0.095 | 0.409 | 0.240 | -0.011 | 1.000 | 0.001 | -0.040 | -0.042 | -0.036 | 0.193 | 0.112 | 0.000 | 0.044 | 0.000 | 0.070 | 0.150 | 0.121 | 0.247 | 0.351 | 0.039 | 0.023 | 0.087 |
| tif | -0.012 | -0.084 | -0.002 | 0.005 | 0.016 | 0.004 | 0.003 | -0.008 | 0.001 | 1.000 | -0.028 | -0.024 | -0.042 | -0.001 | 0.081 | 0.000 | 0.025 | 0.000 | 0.006 | 0.000 | 0.012 | 0.000 | 0.007 | 0.027 | 0.016 | 0.026 |
| old_claim | 0.010 | 0.230 | -0.038 | 0.052 | -0.010 | -0.060 | -0.105 | -0.001 | -0.040 | -0.028 | 1.000 | 0.927 | 0.415 | -0.022 | 0.159 | 0.018 | 0.054 | 0.044 | 0.024 | 0.000 | 0.011 | 0.036 | 0.031 | 0.000 | 0.494 | 0.163 |
| clm_freq | 0.016 | 0.232 | -0.034 | 0.046 | -0.018 | -0.054 | -0.103 | 0.008 | -0.042 | -0.024 | 0.927 | 1.000 | 0.414 | -0.016 | 0.241 | 0.018 | 0.057 | 0.069 | 0.000 | 0.025 | 0.026 | 0.084 | 0.035 | 0.020 | 0.072 | 0.271 |
| mvr_pts | 0.008 | 0.195 | -0.063 | 0.055 | -0.027 | -0.047 | -0.061 | 0.009 | -0.036 | -0.042 | 0.415 | 0.414 | 1.000 | -0.008 | 0.222 | 0.032 | 0.069 | 0.043 | 0.015 | 0.008 | 0.022 | 0.068 | 0.029 | 0.000 | 0.061 | 0.148 |
| car_age | 0.000 | -0.099 | 0.179 | -0.160 | 0.039 | 0.430 | 0.221 | -0.036 | 0.193 | -0.001 | -0.022 | -0.016 | -0.008 | 1.000 | 0.104 | 0.022 | 0.063 | 0.028 | 0.016 | 0.422 | 0.233 | 0.092 | 0.056 | 0.020 | 0.018 | 0.177 |
| label | 0.000 | 0.225 | 0.157 | 0.127 | 0.090 | 0.147 | 0.186 | 0.058 | 0.112 | 0.081 | 0.159 | 0.241 | 0.222 | 0.104 | 1.000 | 0.104 | 0.157 | 0.134 | 0.018 | 0.143 | 0.182 | 0.142 | 0.142 | 0.000 | 0.151 | 0.224 |
| kids_driv | 0.009 | 0.009 | 0.165 | 0.322 | 0.079 | 0.003 | 0.000 | 0.029 | 0.000 | 0.000 | 0.018 | 0.018 | 0.032 | 0.022 | 0.104 | 1.000 | 0.227 | 0.039 | 0.055 | 0.032 | 0.044 | 0.005 | 0.016 | 0.050 | 0.045 | 0.040 |
| parent1 | 0.000 | 0.075 | 0.326 | 0.530 | 0.075 | 0.073 | 0.298 | 0.032 | 0.044 | 0.025 | 0.054 | 0.057 | 0.069 | 0.063 | 0.157 | 0.227 | 1.000 | 0.477 | 0.073 | 0.091 | 0.090 | 0.000 | 0.056 | 0.040 | 0.048 | 0.019 |
| m_status | 0.000 | 0.056 | 0.095 | 0.039 | 0.252 | 0.024 | 0.559 | 0.025 | 0.000 | 0.000 | 0.044 | 0.069 | 0.043 | 0.028 | 0.134 | 0.039 | 0.477 | 1.000 | 0.000 | 0.051 | 0.035 | 0.017 | 0.000 | 0.015 | 0.041 | 0.000 |
| sex | 0.018 | 0.000 | 0.077 | 0.130 | 0.118 | 0.103 | 0.076 | 0.000 | 0.070 | 0.006 | 0.024 | 0.000 | 0.015 | 0.016 | 0.018 | 0.055 | 0.073 | 0.000 | 1.000 | 0.043 | 0.248 | 0.279 | 0.713 | 0.666 | 0.000 | 0.052 |
| education_level | 0.012 | 0.017 | 0.123 | 0.105 | 0.063 | 0.382 | 0.290 | 0.031 | 0.150 | 0.000 | 0.000 | 0.025 | 0.008 | 0.422 | 0.143 | 0.032 | 0.091 | 0.051 | 0.043 | 1.000 | 0.562 | 0.221 | 0.094 | 0.025 | 0.017 | 0.234 |
| job | 0.011 | 0.016 | 0.107 | 0.107 | 0.239 | 0.312 | 0.261 | 0.042 | 0.121 | 0.012 | 0.011 | 0.026 | 0.022 | 0.233 | 0.182 | 0.044 | 0.090 | 0.035 | 0.248 | 0.562 | 1.000 | 0.577 | 0.134 | 0.177 | 0.028 | 0.310 |
| commercial_car_use | 0.007 | 0.043 | 0.061 | 0.000 | 0.062 | 0.119 | 0.078 | 0.000 | 0.247 | 0.000 | 0.036 | 0.084 | 0.068 | 0.092 | 0.142 | 0.005 | 0.000 | 0.017 | 0.279 | 0.221 | 0.577 | 1.000 | 0.538 | 0.189 | 0.012 | 0.017 |
| car_type | 0.011 | 0.024 | 0.087 | 0.051 | 0.072 | 0.135 | 0.111 | 0.000 | 0.351 | 0.007 | 0.031 | 0.035 | 0.029 | 0.056 | 0.142 | 0.016 | 0.056 | 0.000 | 0.713 | 0.094 | 0.134 | 0.538 | 1.000 | 0.484 | 0.026 | 0.074 |
| red_car | 0.006 | 0.006 | 0.076 | 0.081 | 0.072 | 0.067 | 0.045 | 0.000 | 0.039 | 0.027 | 0.000 | 0.020 | 0.000 | 0.020 | 0.000 | 0.050 | 0.040 | 0.015 | 0.666 | 0.025 | 0.177 | 0.189 | 0.484 | 1.000 | 0.000 | 0.045 |
| revoced | 0.000 | 0.032 | 0.032 | 0.047 | 0.008 | 0.000 | 0.038 | 0.007 | 0.023 | 0.016 | 0.494 | 0.072 | 0.061 | 0.018 | 0.151 | 0.045 | 0.048 | 0.041 | 0.000 | 0.017 | 0.028 | 0.012 | 0.026 | 0.000 | 1.000 | 0.085 |
| urban_city | 0.000 | 0.044 | 0.062 | 0.061 | 0.104 | 0.213 | 0.143 | 0.173 | 0.087 | 0.026 | 0.163 | 0.271 | 0.148 | 0.177 | 0.224 | 0.040 | 0.019 | 0.000 | 0.052 | 0.234 | 0.310 | 0.017 | 0.074 | 0.045 | 0.085 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| id | label | amt | kids_driv | age | home_kids | yoj | income | parent1 | home_val | m_status | sex | education_level | job | trav_time | commercial_car_use | blue_book | tif | car_type | red_car | old_claim | clm_freq | revoced | mvr_pts | car_age | urban_city | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 0 | 0.0 | 0 | 60.0 | 0 | 11.0 | 67349.0 | 0 | 0.0 | 0 | m | 4 | professional | 14 | 0 | 14230.0 | 11 | minivan | 1 | 4461.0 | 2 | 0 | 3 | 18.0 | 1 |
| 1 | 2 | 0 | 0.0 | 0 | 43.0 | 0 | 11.0 | 91449.0 | 0 | 257252.0 | 0 | m | 1 | blue collar | 22 | 1 | 14940.0 | 1 | minivan | 1 | 0.0 | 0 | 0 | 0 | 1.0 | 1 |
| 2 | 4 | 0 | 0.0 | 0 | 35.0 | 1 | 10.0 | 16039.0 | 0 | 124191.0 | 1 | f | 1 | clerical | 5 | 0 | 4010.0 | 4 | suv | 0 | 38690.0 | 2 | 0 | 3 | 10.0 | 1 |
| 3 | 5 | 0 | 0.0 | 0 | 51.0 | 0 | 14.0 | NaN | 0 | 306251.0 | 1 | m | 0 | blue collar | 32 | 0 | 15440.0 | 7 | minivan | 1 | 0.0 | 0 | 0 | 0 | 6.0 | 1 |
| 4 | 6 | 0 | 0.0 | 0 | 50.0 | 0 | NaN | 114986.0 | 0 | 243925.0 | 1 | f | 4 | doctor | 36 | 0 | 18000.0 | 1 | suv | 0 | 19217.0 | 2 | 1 | 3 | 17.0 | 1 |
| 5 | 7 | 1 | 2946.0 | 0 | 34.0 | 1 | 12.0 | 125301.0 | 1 | 0.0 | 0 | f | 2 | blue collar | 46 | 1 | 17430.0 | 1 | sports car | 0 | 0.0 | 0 | 0 | 0 | 7.0 | 1 |
| 6 | 8 | 0 | 0.0 | 0 | 54.0 | 0 | NaN | 18755.0 | 0 | NaN | 1 | f | 0 | blue collar | 33 | 0 | 8780.0 | 1 | suv | 0 | 0.0 | 0 | 0 | 0 | 1.0 | 1 |
| 7 | 11 | 1 | 4021.0 | 1 | 37.0 | 2 | NaN | 107961.0 | 0 | 333680.0 | 1 | m | 2 | blue collar | 44 | 1 | 16970.0 | 1 | van | 1 | 2374.0 | 1 | 1 | 10 | 7.0 | 1 |
| 8 | 12 | 1 | 2501.0 | 0 | 34.0 | 0 | 10.0 | 62978.0 | 0 | 0.0 | 0 | f | 2 | clerical | 34 | 0 | 11200.0 | 1 | suv | 0 | 0.0 | 0 | 0 | 0 | 1.0 | 1 |
| 9 | 13 | 0 | 0.0 | 0 | 50.0 | 0 | 7.0 | 106952.0 | 0 | 0.0 | 0 | m | 2 | professional | 48 | 1 | 18510.0 | 7 | van | 0 | 0.0 | 0 | 0 | 1 | 17.0 | 0 |
| id | label | amt | kids_driv | age | home_kids | yoj | income | parent1 | home_val | m_status | sex | education_level | job | trav_time | commercial_car_use | blue_book | tif | car_type | red_car | old_claim | clm_freq | revoced | mvr_pts | car_age | urban_city | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8151 | 10291 | 0 | 0.0 | 0 | 54.0 | 0 | 13.0 | 81818.0 | 0 | 272725.0 | 1 | m | 2 | manager | 18 | 1 | 19660.0 | 1 | van | 0 | 24690.0 | 1 | 1 | 6 | 4.0 | 1 |
| 8152 | 10292 | 0 | 0.0 | 1 | 46.0 | 0 | 12.0 | 45018.0 | 0 | 0.0 | 0 | m | 1 | blue collar | 26 | 0 | 15060.0 | 4 | minivan | 0 | 33026.0 | 3 | 0 | 0 | 1.0 | 0 |
| 8153 | 10293 | 0 | 0.0 | 0 | 48.0 | 0 | 10.0 | 111305.0 | 0 | 0.0 | 0 | f | 4 | doctor | 59 | 0 | 17430.0 | 13 | suv | 0 | 0.0 | 0 | 0 | 4 | 18.0 | 1 |
| 8154 | 10295 | 0 | 0.0 | 1 | 38.0 | 4 | 16.0 | 12717.0 | 0 | 0.0 | 1 | f | 2 | student | 15 | 1 | 24740.0 | 1 | pickup | 0 | 9245.0 | 3 | 0 | 3 | 15.0 | 1 |
| 8155 | 10296 | 0 | 0.0 | 0 | 41.0 | 0 | 7.0 | 6256.0 | 0 | 0.0 | 0 | m | 1 | student | 41 | 0 | 5600.0 | 1 | pickup | 0 | 0.0 | 0 | 0 | 0 | 7.0 | 0 |
| 8156 | 10297 | 0 | 0.0 | 0 | 35.0 | 0 | 11.0 | 43112.0 | 0 | 0.0 | 0 | m | 1 | blue collar | 51 | 1 | 27330.0 | 10 | panel truck | 1 | 0.0 | 0 | 0 | 0 | 8.0 | 0 |
| 8157 | 10298 | 0 | 0.0 | 1 | 45.0 | 2 | 9.0 | 164669.0 | 0 | 386273.0 | 1 | m | 4 | manager | 21 | 0 | 13270.0 | 15 | minivan | 0 | 0.0 | 0 | 0 | 2 | 17.0 | 1 |
| 8158 | 10299 | 0 | 0.0 | 0 | 46.0 | 0 | 9.0 | 107204.0 | 0 | 332591.0 | 1 | m | 3 | None | 36 | 1 | 24490.0 | 6 | panel truck | 0 | 0.0 | 0 | 0 | 0 | 1.0 | 1 |
| 8159 | 10301 | 0 | 0.0 | 0 | 50.0 | 0 | 7.0 | 43445.0 | 0 | 149248.0 | 1 | f | 2 | home maker | 36 | 0 | 22550.0 | 6 | minivan | 0 | 0.0 | 0 | 0 | 0 | 11.0 | 1 |
| 8160 | 10302 | 0 | 0.0 | 0 | 52.0 | 0 | 11.0 | 53235.0 | 0 | 197017.0 | 1 | f | 1 | clerical | 64 | 0 | 19400.0 | 6 | minivan | 0 | 0.0 | 0 | 0 | 0 | 9.0 | 0 |